{"id":"W6964004007","doi":"10.25419/rcsi.14915262","title":"Frailty in Hospitalised Older Adults and their Spouses: A Cross-Sectional Study","year":2021,"lang":"en","type":"dissertation","venue":"Royal College of Surgeons in Ireland","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Spouse; Context (archaeology); Geriatrics; Depression (economics); Marital status; Geriatric Depression Scale; Cognition; Activities of daily living; Cognitive impairment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005082543,0.0004951911,0.00120098,0.0006616588,0.00007173714,0.00003163075,0.0001563509,0.0006337931,0.0004060654],"category_scores_gemma":[0.000577617,0.0004585449,0.000185976,0.000661836,0.0001016817,0.00007618594,0.00006421768,0.0008501885,0.000004542987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001821093,"about_ca_system_score_gemma":0.0005089071,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003589063,"about_ca_topic_score_gemma":0.03907584,"domain_scores_codex":[0.9969297,0.0001368286,0.001135872,0.0008355135,0.0005535073,0.0004085894],"domain_scores_gemma":[0.9982618,0.0004549091,0.0002875387,0.0004835669,0.0003636202,0.0001485783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001894969,0.001854621,0.9882414,0.0008023856,0.0001694383,0.0008210579,0.005086333,0.000019333,0.00001162604,0.00001227103,0.0006527965,0.0004337537],"study_design_scores_gemma":[0.01001544,0.0004070452,0.9744604,0.002470918,0.00004741813,0.00003668509,0.01173072,0.0001576021,0.000104036,0.00002448494,0.0001714913,0.0003737536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915584,0.001503619,4.470124e-7,0.00004335597,0.0009017987,0.001941954,0.000710631,0.00003441791,0.003305328],"genre_scores_gemma":[0.982195,0.0001077561,0.00003188749,0.00002129929,0.00006806751,0.0002023901,0.001085275,0.00007816369,0.01621016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03548678,"threshold_uncertainty_score":0.9997866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01286142486185771,"score_gpt":0.2849863703413071,"score_spread":0.2721249454794494,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}